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ResearchFormerly WizWand

Object Segmentation on HRSOD

92.91mIoUBase Model
75.521280.035684.5589.0644May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Base ModelDensity=100%, Compression Type=None, Finetuning=false2026.0592.911
PieceWise AttentionDensity=75%, Compression Type=attention-only, Finetuning=false2026.0592.870.66
SparseSAMDensity=75%, Compression Type=attention-only, Finetuning=false2026.0592.861.58
SpargeAttnDensity=75%, Compression Type=attention-only, Finetuning=false2026.0592.841.15
SparseSAMDensity=50%, Compression Type=attention-only, Finetuning=false2026.0592.831.63
PieceWise AttentionDensity=50%, Compression Type=attention-only, Finetuning=false2026.0592.730.71
SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=true2026.0592.711.87
SpargeAttnDensity=50%, Compression Type=attention-only, Finetuning=false2026.0592.681.24
SparseSAMDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0592.621.71
ToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0592.430.51
SparseSAMDensity=25%, Compression Type=attention-only, Finetuning=false2026.0592.411.71
SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0592.41.87
GradToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0592.320.54
PieceWise AttentionDensity=25%, Compression Type=attention-only, Finetuning=false2026.0592.180.7
SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=true2026.0591.962.05
SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.0591.292.05
SpargeAttnDensity=25%, Compression Type=attention-only, Finetuning=false2026.0590.991.25
GradToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0588.730.63
ToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0587.980.84
GradToMeDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.0576.190.77